{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Necessary Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [0,1,2,3,4]\n",
    "y = [0,2,4,6,8]\n",
    "\n",
    "# Resize your Graph (dpi specifies pixels per inch. When saving probably should use 300 if possible)\n",
    "plt.figure(figsize=(8,5), dpi=100)\n",
    "\n",
    "# Line 1\n",
    "\n",
    "# Keyword Argument Notation\n",
    "#plt.plot(x,y, label='2x', color='red', linewidth=2, marker='.', linestyle='--', markersize=10, markeredgecolor='blue')\n",
    "\n",
    "# Shorthand notation\n",
    "# fmt = '[color][marker][line]'\n",
    "plt.plot(x,y, 'b^--', label='2x')\n",
    "\n",
    "## Line 2\n",
    "\n",
    "# select interval we want to plot points at\n",
    "x2 = np.arange(0,4.5,0.5)\n",
    "\n",
    "# Plot part of the graph as line\n",
    "plt.plot(x2[:6], x2[:6]**2, 'r', label='X^2')\n",
    "\n",
    "# Plot remainder of graph as a dot\n",
    "plt.plot(x2[5:], x2[5:]**2, 'r--')\n",
    "\n",
    "# Add a title (specify font parameters with fontdict)\n",
    "plt.title('Our First Graph!', fontdict={'fontname': 'Comic Sans MS', 'fontsize': 20})\n",
    "\n",
    "# X and Y labels\n",
    "plt.xlabel('X Axis')\n",
    "plt.ylabel('Y Axis')\n",
    "\n",
    "# X, Y axis Tickmarks (scale of your graph)\n",
    "plt.xticks([0,1,2,3,4,])\n",
    "#plt.yticks([0,2,4,6,8,10])\n",
    "\n",
    "# Add a legend\n",
    "plt.legend()\n",
    "\n",
    "# Save figure (dpi 300 is good when saving so graph has high resolution)\n",
    "plt.savefig('mygraph.png', dpi=300)\n",
    "\n",
    "# Show plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bar Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = ['A', 'B', 'C']\n",
    "values = [1,4,2]\n",
    "\n",
    "plt.figure(figsize=(5,3), dpi=100)\n",
    "\n",
    "bars = plt.bar(labels, values)\n",
    "\n",
    "patterns = ['/', 'O', '*']\n",
    "for bar in bars:\n",
    "    bar.set_hatch(patterns.pop(0))\n",
    "\n",
    "plt.savefig('barchart.png', dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Real World Examples\n",
    "Download data from my Github (gas_prices.csv & fifa_data.csv)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Line Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gas = pd.read_csv('gas_prices.csv')\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "\n",
    "plt.title('Gas Prices over Time (in USD)', fontdict={'fontweight':'bold', 'fontsize': 18})\n",
    "\n",
    "plt.plot(gas.Year, gas.USA, 'b.-', label='United States')\n",
    "plt.plot(gas.Year, gas.Canada, 'r.-')\n",
    "plt.plot(gas.Year, gas['South Korea'], 'g.-')\n",
    "plt.plot(gas.Year, gas.Australia, 'y.-')\n",
    "\n",
    "# Another Way to plot many values!\n",
    "# countries_to_look_at = ['Australia', 'USA', 'Canada', 'South Korea']\n",
    "# for country in gas:\n",
    "#     if country in countries_to_look_at:\n",
    "#         plt.plot(gas.Year, gas[country], marker='.')\n",
    "\n",
    "plt.xticks(gas.Year[::3].tolist()+[2011])\n",
    "\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('US Dollars')\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "plt.savefig('Gas_price_figure.png', dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Fifa Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Photo</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Flag</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Club</th>\n",
       "      <th>...</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Marking</th>\n",
       "      <th>StandingTackle</th>\n",
       "      <th>SlidingTackle</th>\n",
       "      <th>GKDiving</th>\n",
       "      <th>GKHandling</th>\n",
       "      <th>GKKicking</th>\n",
       "      <th>GKPositioning</th>\n",
       "      <th>GKReflexes</th>\n",
       "      <th>Release Clause</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>158023</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/158023.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>...</td>\n",
       "      <td>96.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>€226.5M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>20801</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>33</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/20801.png</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>https://cdn.sofifa.org/flags/38.png</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>...</td>\n",
       "      <td>95.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>€127.1M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>190871</td>\n",
       "      <td>Neymar Jr</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/190871.png</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>https://cdn.sofifa.org/flags/54.png</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>...</td>\n",
       "      <td>94.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>€228.1M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>193080</td>\n",
       "      <td>De Gea</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/193080.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>91</td>\n",
       "      <td>93</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>...</td>\n",
       "      <td>68.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>€138.6M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>192985</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/192985.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>...</td>\n",
       "      <td>88.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>€196.4M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 89 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0      ID               Name  Age  \\\n",
       "0           0  158023           L. Messi   31   \n",
       "1           1   20801  Cristiano Ronaldo   33   \n",
       "2           2  190871          Neymar Jr   26   \n",
       "3           3  193080             De Gea   27   \n",
       "4           4  192985       K. De Bruyne   27   \n",
       "\n",
       "                                            Photo Nationality  \\\n",
       "0  https://cdn.sofifa.org/players/4/19/158023.png   Argentina   \n",
       "1   https://cdn.sofifa.org/players/4/19/20801.png    Portugal   \n",
       "2  https://cdn.sofifa.org/players/4/19/190871.png      Brazil   \n",
       "3  https://cdn.sofifa.org/players/4/19/193080.png       Spain   \n",
       "4  https://cdn.sofifa.org/players/4/19/192985.png     Belgium   \n",
       "\n",
       "                                  Flag  Overall  Potential  \\\n",
       "0  https://cdn.sofifa.org/flags/52.png       94         94   \n",
       "1  https://cdn.sofifa.org/flags/38.png       94         94   \n",
       "2  https://cdn.sofifa.org/flags/54.png       92         93   \n",
       "3  https://cdn.sofifa.org/flags/45.png       91         93   \n",
       "4   https://cdn.sofifa.org/flags/7.png       91         92   \n",
       "\n",
       "                  Club  ... Composure Marking StandingTackle  SlidingTackle  \\\n",
       "0         FC Barcelona  ...      96.0    33.0           28.0           26.0   \n",
       "1             Juventus  ...      95.0    28.0           31.0           23.0   \n",
       "2  Paris Saint-Germain  ...      94.0    27.0           24.0           33.0   \n",
       "3    Manchester United  ...      68.0    15.0           21.0           13.0   \n",
       "4      Manchester City  ...      88.0    68.0           58.0           51.0   \n",
       "\n",
       "  GKDiving  GKHandling  GKKicking  GKPositioning GKReflexes Release Clause  \n",
       "0      6.0        11.0       15.0           14.0        8.0        €226.5M  \n",
       "1      7.0        11.0       15.0           14.0       11.0        €127.1M  \n",
       "2      9.0         9.0       15.0           15.0       11.0        €228.1M  \n",
       "3     90.0        85.0       87.0           88.0       94.0        €138.6M  \n",
       "4     15.0        13.0        5.0           10.0       13.0        €196.4M  \n",
       "\n",
       "[5 rows x 89 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fifa = pd.read_csv('fifa_data.csv')\n",
    "\n",
    "fifa.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = [40,50,60,70,80,90,100]\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "\n",
    "plt.hist(fifa.Overall, bins=bins, color='#abcdef')\n",
    "\n",
    "plt.xticks(bins)\n",
    "\n",
    "plt.ylabel('Number of Players')\n",
    "plt.xlabel('Skill Level')\n",
    "plt.title('Distribution of Player Skills in FIFA 2018')\n",
    "\n",
    "plt.savefig('histogram.png', dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pie Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "left = fifa.loc[fifa['Preferred Foot'] == 'Left'].count()[0]\n",
    "right = fifa.loc[fifa['Preferred Foot'] == 'Right'].count()[0]\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "\n",
    "labels = ['Left', 'Right']\n",
    "colors = ['#abcdef', '#aabbcc']\n",
    "\n",
    "plt.pie([left, right], labels = labels, colors=colors, autopct='%.2f %%')\n",
    "\n",
    "plt.title('Foot Preference of FIFA Players')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pie Chart #2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5), dpi=100)\n",
    "\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "fifa.Weight = [int(x.strip('lbs')) if type(x)==str else x for x in fifa.Weight]\n",
    "\n",
    "light = fifa.loc[fifa.Weight < 125].count()[0]\n",
    "light_medium = fifa[(fifa.Weight >= 125) & (fifa.Weight < 150)].count()[0]\n",
    "medium = fifa[(fifa.Weight >= 150) & (fifa.Weight < 175)].count()[0]\n",
    "medium_heavy = fifa[(fifa.Weight >= 175) & (fifa.Weight < 200)].count()[0]\n",
    "heavy = fifa[fifa.Weight >= 200].count()[0]\n",
    "\n",
    "weights = [light,light_medium, medium, medium_heavy, heavy]\n",
    "label = ['under 125', '125-150', '150-175', '175-200', 'over 200']\n",
    "explode = (.4,.2,0,0,.4)\n",
    "\n",
    "plt.title('Weight of Professional Soccer Players (lbs)')\n",
    "\n",
    "plt.pie(weights, labels=label, explode=explode, pctdistance=0.8,autopct='%.2f %%')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Box and Whiskers Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,8), dpi=100)\n",
    "\n",
    "plt.style.use('default')\n",
    "\n",
    "barcelona = fifa.loc[fifa.Club == \"FC Barcelona\"]['Overall']\n",
    "madrid = fifa.loc[fifa.Club == \"Real Madrid\"]['Overall']\n",
    "revs = fifa.loc[fifa.Club == \"New England Revolution\"]['Overall']\n",
    "\n",
    "#bp = plt.boxplot([barcelona, madrid, revs], labels=['a','b','c'], boxprops=dict(facecolor='red'))\n",
    "bp = plt.boxplot([barcelona, madrid, revs], labels=['FC Barcelona','Real Madrid','NE Revolution'], patch_artist=True, medianprops={'linewidth': 2})\n",
    "\n",
    "plt.title('Professional Soccer Team Comparison')\n",
    "plt.ylabel('FIFA Overall Rating')\n",
    "\n",
    "for box in bp['boxes']:\n",
    "    # change outline color\n",
    "    box.set(color='#4286f4', linewidth=2)\n",
    "    # change fill color\n",
    "    box.set(facecolor = '#e0e0e0' )\n",
    "    # change hatch\n",
    "    #box.set(hatch = '/')\n",
    "    \n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
